Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	44401
Missing cells	97620
Missing cells (%)	7.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.0 MiB
Average record size in memory	212.0 B

Variable types

Numeric	24
DateTime	1
Categorical	3

Warnings

`mintemp` is highly correlated with `maxtemp` and 3 other fields	High correlation
`maxtemp` is highly correlated with `mintemp` and 4 other fields	High correlation
`rainfall` is highly correlated with `raintoday`	High correlation
`evaporation` is highly correlated with `maxtemp` and 3 other fields	High correlation
`sunshine` is highly correlated with `humidity3pm` and 3 other fields	High correlation
`humidity9am` is highly correlated with `evaporation` and 2 other fields	High correlation
`humidity3pm` is highly correlated with `sunshine` and 5 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm` and 1 other fields	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`cloud9am` is highly correlated with `sunshine` and 2 other fields	High correlation
`cloud3pm` is highly correlated with `sunshine` and 3 other fields	High correlation
`temp9am` is highly correlated with `mintemp` and 4 other fields	High correlation
`temp3pm` is highly correlated with `mintemp` and 5 other fields	High correlation
`raintoday` is highly correlated with `rainfall`	High correlation
`temp` is highly correlated with `mintemp` and 3 other fields	High correlation
`humidity` is highly correlated with `sunshine` and 3 other fields	High correlation
`wind_gustdir` is highly correlated with `wind_dir3pm`	High correlation
`wind_gustspeed` is highly correlated with `pressure9am` and 2 other fields	High correlation
`wind_dir3pm` is highly correlated with `wind_gustdir`	High correlation
`wind_speed9am` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`mintemp` is highly correlated with `maxtemp` and 3 other fields	High correlation
`maxtemp` is highly correlated with `mintemp` and 4 other fields	High correlation
`rainfall` is highly correlated with `raintoday`	High correlation
`evaporation` is highly correlated with `maxtemp` and 4 other fields	High correlation
`sunshine` is highly correlated with `humidity3pm` and 4 other fields	High correlation
`humidity9am` is highly correlated with `evaporation` and 2 other fields	High correlation
`humidity3pm` is highly correlated with `sunshine` and 5 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`cloud9am` is highly correlated with `sunshine` and 3 other fields	High correlation
`cloud3pm` is highly correlated with `sunshine` and 3 other fields	High correlation
`temp9am` is highly correlated with `mintemp` and 4 other fields	High correlation
`temp3pm` is highly correlated with `mintemp` and 6 other fields	High correlation
`raintoday` is highly correlated with `rainfall`	High correlation
`temp` is highly correlated with `mintemp` and 4 other fields	High correlation
`humidity` is highly correlated with `sunshine` and 4 other fields	High correlation
`wind_gustdir` is highly correlated with `wind_dir3pm`	High correlation
`wind_gustspeed` is highly correlated with `wind_speed9am` and 1 other fields	High correlation
`wind_dir3pm` is highly correlated with `wind_gustdir`	High correlation
`wind_speed9am` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`mintemp` is highly correlated with `temp9am`	High correlation
`maxtemp` is highly correlated with `temp9am` and 2 other fields	High correlation
`rainfall` is highly correlated with `raintoday`	High correlation
`sunshine` is highly correlated with `cloud9am` and 1 other fields	High correlation
`humidity3pm` is highly correlated with `humidity`	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`cloud9am` is highly correlated with `sunshine` and 1 other fields	High correlation
`cloud3pm` is highly correlated with `sunshine` and 1 other fields	High correlation
`temp9am` is highly correlated with `mintemp` and 3 other fields	High correlation
`temp3pm` is highly correlated with `maxtemp` and 2 other fields	High correlation
`raintoday` is highly correlated with `rainfall`	High correlation
`temp` is highly correlated with `maxtemp` and 2 other fields	High correlation
`humidity` is highly correlated with `humidity3pm`	High correlation
`wind_gustspeed` is highly correlated with `wind_speed9am` and 1 other fields	High correlation
`wind_speed9am` is highly correlated with `wind_gustspeed`	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed`	High correlation
`cloud3pm` is highly correlated with `cloud9am` and 2 other fields	High correlation
`wind_speed9am` is highly correlated with `wind_speed3pm` and 1 other fields	High correlation
`wind_dir3pm` is highly correlated with `wind_gustdir` and 2 other fields	High correlation
`pressure3pm` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`maxtemp` is highly correlated with `temp9am` and 8 other fields	High correlation
`temp9am` is highly correlated with `maxtemp` and 5 other fields	High correlation
`df_index` is highly correlated with `maxtemp` and 6 other fields	High correlation
`humidity9am` is highly correlated with `location` and 2 other fields	High correlation
`cloud9am` is highly correlated with `cloud3pm` and 3 other fields	High correlation
`raintomorrow` is highly correlated with `sunshine` and 2 other fields	High correlation
`temp3pm` is highly correlated with `maxtemp` and 9 other fields	High correlation
`wind_speed3pm` is highly correlated with `wind_speed9am` and 1 other fields	High correlation
`wind_gustspeed` is highly correlated with `wind_speed9am` and 3 other fields	High correlation
`wind_gustdir` is highly correlated with `wind_dir3pm` and 2 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm` and 1 other fields	High correlation
`location` is highly correlated with `wind_dir3pm` and 13 other fields	High correlation
`mintemp` is highly correlated with `maxtemp` and 5 other fields	High correlation
`wind_dir9am` is highly correlated with `wind_dir3pm` and 2 other fields	High correlation
`sunshine` is highly correlated with `cloud3pm` and 8 other fields	High correlation
`evaporation` is highly correlated with `maxtemp` and 3 other fields	High correlation
`humidity` is highly correlated with `maxtemp` and 8 other fields	High correlation
`raintoday` is highly correlated with `humidity` and 1 other fields	High correlation
`humidity3pm` is highly correlated with `cloud3pm` and 10 other fields	High correlation
`temp` is highly correlated with `maxtemp` and 6 other fields	High correlation
`evaporation` has 20430 (46.0%) missing values	Missing
`sunshine` has 23421 (52.7%) missing values	Missing
`humidity9am` has 612 (1.4%) missing values	Missing
`humidity3pm` has 1414 (3.2%) missing values	Missing
`pressure9am` has 4382 (9.9%) missing values	Missing
`pressure3pm` has 4372 (9.8%) missing values	Missing
`cloud9am` has 16858 (38.0%) missing values	Missing
`cloud3pm` has 18215 (41.0%) missing values	Missing
`temp3pm` has 1062 (2.4%) missing values	Missing
`humidity` has 1414 (3.2%) missing values	Missing
`wind_gustspeed` has 2755 (6.2%) missing values	Missing
`wind_speed3pm` has 867 (2.0%) missing values	Missing
`df_index` has unique values	Unique
`rainfall` has 25575 (57.6%) zeros	Zeros
`sunshine` has 885 (2.0%) zeros	Zeros
`cloud9am` has 2315 (5.2%) zeros	Zeros
`cloud3pm` has 1172 (2.6%) zeros	Zeros
`wind_gustdir` has 2431 (5.5%) zeros	Zeros
`wind_dir9am` has 2017 (4.5%) zeros	Zeros
`wind_dir3pm` has 2241 (5.0%) zeros	Zeros
`wind_speed9am` has 4608 (10.4%) zeros	Zeros
`wind_speed3pm` has 762 (1.7%) zeros	Zeros

Reproduction

Analysis started	2021-06-05 20:13:52.091200
Analysis finished	2021-06-05 20:15:06.804932
Duration	1 minute and 14.71 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	44401
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82043.85187

Minimum	150
Maximum	164385
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	150
5-th percentile	8108
Q1	40571
median	82012
Q3	123119
95-th percentile	156072
Maximum	164385
Range	164235
Interquartile range (IQR)	82548

Descriptive statistics

Standard deviation	47486.56306
Coefficient of variation (CV)	0.5787949002
Kurtosis	-1.199382759
Mean	82043.85187
Median Absolute Deviation (MAD)	41148
Skewness	0.005064827505
Sum	3642829067
Variance	2254973671
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67585	1	< 0.1%
88734	1	< 0.1%
146066	1	< 0.1%
12947	1	< 0.1%
2708	1	< 0.1%
66197	1	< 0.1%
6806	1	< 0.1%
70295	1	< 0.1%
92824	1	< 0.1%
31386	1	< 0.1%
Other values (44391)	44391	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
150	1	< 0.1%
151	1	< 0.1%
152	1	< 0.1%
153	1	< 0.1%
154	1	< 0.1%
155	1	< 0.1%
156	1	< 0.1%
157	1	< 0.1%
158	1	< 0.1%
159	1	< 0.1%

Value	Count	Frequency (%)
164385	1	< 0.1%
164384	1	< 0.1%
164383	1	< 0.1%
164382	1	< 0.1%
164381	1	< 0.1%
164380	1	< 0.1%
164379	1	< 0.1%
164378	1	< 0.1%
164377	1	< 0.1%
164376	1	< 0.1%

date
Date

Distinct	884
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	347.0 KiB

Minimum	2008-05-01 00:00:00
Maximum	2017-06-25 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

location
Categorical

HIGH CORRELATION

Distinct	49
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	347.0 KiB

Sydney	1031
Canberra	1027
Perth	971
Hobart	969
Darwin	969
Other values (44)	39434

Length

Max length	16
Median length	8
Mean length	8.694105989
Min length	4

Characters and Unicode

Total characters	386027
Distinct characters	40
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Albury
2nd row	Albury
3rd row	Albury
4th row	Albury
5th row	Albury

Common Values

Value	Count	Frequency (%)
Sydney	1031	2.3%
Canberra	1027	2.3%
Perth	971	2.2%
Hobart	969	2.2%
Darwin	969	2.2%
Brisbane	962	2.2%
Dartmoor	940	2.1%
Portland	940	2.1%
Mildura	940	2.1%
PerthAirport	940	2.1%
Other values (39)	34712	78.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sydney	1031	2.3%
canberra	1027	2.3%
perth	971	2.2%
darwin	969	2.2%
hobart	969	2.2%
brisbane	962	2.2%
sydneyairport	940	2.1%
melbourneairport	940	2.1%
portland	940	2.1%
sale	940	2.1%
Other values (39)	34712	78.2%

Most occurring characters

Value	Count	Frequency (%)
a	36006	9.3%
r	35771	9.3%
o	33144	8.6%
e	31603	8.2%
n	27372	7.1%
l	23868	6.2%
i	23200	6.0%
t	18206	4.7%
d	11294	2.9%
s	11162	2.9%
Other values (30)	134401	34.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	326159	84.5%
Uppercase Letter	59868	15.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	36006	11.0%
r	35771	11.0%
o	33144	10.2%
e	31603	9.7%
n	27372	8.4%
l	23868	7.3%
i	23200	7.1%
t	18206	5.6%
d	11294	3.5%
s	11162	3.4%
Other values (12)	74533	22.9%

Uppercase Letter

Value	Count	Frequency (%)
A	8266	13.8%
W	7245	12.1%
C	5665	9.5%
M	5395	9.0%
S	4742	7.9%
P	4632	7.7%
N	4300	7.2%
B	3754	6.3%
G	3639	6.1%
H	2833	4.7%
Other values (8)	9397	15.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	386027	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	36006	9.3%
r	35771	9.3%
o	33144	8.6%
e	31603	8.2%
n	27372	7.1%
l	23868	6.2%
i	23200	6.0%
t	18206	4.7%
d	11294	2.9%
s	11162	2.9%
Other values (30)	134401	34.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	386027	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	36006	9.3%
r	35771	9.3%
o	33144	8.6%
e	31603	8.2%
n	27372	7.1%
l	23868	6.2%
i	23200	6.0%
t	18206	4.7%
d	11294	2.9%
s	11162	2.9%
Other values (30)	134401	34.8%

mintemp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	338
Distinct (%)	0.8%
Missing	239
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	8.283232191

Minimum	-8.5
Maximum	26.6
Zeros	112
Zeros (%)	0.3%
Negative	2520
Negative (%)	5.7%
Memory size	347.0 KiB

Quantile statistics

Minimum	-8.5
5-th percentile	-0.3
Q1	4.6
median	8.1
Q3	11.6
95-th percentile	18
Maximum	26.6
Range	35.1
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.434408251
Coefficient of variation (CV)	0.6560733933
Kurtosis	0.138834052
Mean	8.283232191
Median Absolute Deviation (MAD)	3.5
Skewness	0.2777711097
Sum	365804.1
Variance	29.53279304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	390	0.9%
8.2	372	0.8%
9	368	0.8%
7.8	367	0.8%
8.3	365	0.8%
7.6	363	0.8%
9.6	361	0.8%
6.7	360	0.8%
6.6	358	0.8%
7.3	357	0.8%
Other values (328)	40501	91.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.5	1	< 0.1%
-8.2	1	< 0.1%
-8	2	< 0.1%
-7.8	2	< 0.1%
-7.5	2	< 0.1%
-7.3	2	< 0.1%
-7	7	< 0.1%
-6.9	2	< 0.1%
-6.8	1	< 0.1%
-6.7	5	< 0.1%

Value	Count	Frequency (%)
26.6	1	< 0.1%
26.1	1	< 0.1%
25.9	2	< 0.1%
25.8	12	< 0.1%
25.7	2	< 0.1%
25.6	3	< 0.1%
25.5	8	< 0.1%
25.4	2	< 0.1%
25.3	4	< 0.1%
25.2	8	< 0.1%

maxtemp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	396
Distinct (%)	0.9%
Missing	99
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	18.21104013

Minimum	-4.8
Maximum	37
Zeros	7
Zeros (%)	< 0.1%
Negative	83
Negative (%)	0.2%
Memory size	347.0 KiB

Quantile statistics

Minimum	-4.8
5-th percentile	11
Q1	14.8
median	17.7
Q3	21
95-th percentile	28.2
Maximum	37
Range	41.8
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	5.31159768
Coefficient of variation (CV)	0.2916690997
Kurtosis	1.064367283
Mean	18.21104013
Median Absolute Deviation (MAD)	3.1
Skewness	0.4002570371
Sum	806785.5
Variance	28.21306991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	443	1.0%
16.1	420	0.9%
17.4	413	0.9%
17.3	412	0.9%
18.2	407	0.9%
14.8	406	0.9%
15.7	399	0.9%
17.6	398	0.9%
16.9	396	0.9%
17.2	394	0.9%
Other values (386)	40214	90.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.8	2	< 0.1%
-3.7	1	< 0.1%
-3.2	1	< 0.1%
-3.1	1	< 0.1%
-3	2	< 0.1%
-2.9	1	< 0.1%
-2.7	1	< 0.1%
-2.5	2	< 0.1%
-2.2	4	< 0.1%
-2.1	2	< 0.1%

Value	Count	Frequency (%)
37	1	< 0.1%
36.6	2	< 0.1%
36.5	8	< 0.1%
36.4	1	< 0.1%
36.2	1	< 0.1%
36.1	3	< 0.1%
36	4	< 0.1%
35.9	3	< 0.1%
35.8	2	< 0.1%
35.7	2	< 0.1%

rainfall
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	409
Distinct (%)	0.9%
Missing	415
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	2.35071841

Minimum	0
Maximum	219.6
Zeros	25575
Zeros (%)	57.6%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.2
95-th percentile	12.8
Maximum	219.6
Range	219.6
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	7.472094609
Coefficient of variation (CV)	3.178642995
Kurtosis	113.3921134
Mean	2.35071841
Median Absolute Deviation (MAD)	0
Skewness	8.118900898
Sum	103398.7
Variance	55.83219785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25575	57.6%
0.2	3706	8.3%
0.4	1365	3.1%
0.6	845	1.9%
0.8	722	1.6%
1	616	1.4%
1.2	543	1.2%
1.4	471	1.1%
1.6	423	1.0%
1.8	407	0.9%
Other values (399)	9313	21.0%
(Missing)	415	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25575	57.6%
0.1	94	0.2%
0.2	3706	8.3%
0.3	34	0.1%
0.4	1365	3.1%
0.5	11	< 0.1%
0.6	845	1.9%
0.7	7	< 0.1%
0.8	722	1.6%
0.9	4	< 0.1%

Value	Count	Frequency (%)
219.6	2	< 0.1%
182.6	1	< 0.1%
164.2	2	< 0.1%
158	2	< 0.1%
147.8	1	< 0.1%
129	2	< 0.1%
127.6	1	< 0.1%
126.4	1	< 0.1%
120.8	2	< 0.1%
115.2	1	< 0.1%

evaporation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	139
Distinct (%)	0.6%
Missing	20430
Missing (%)	46.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.895694798

Minimum	0
Maximum	46.2
Zeros	179
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	1.4
median	2.4
Q3	4
95-th percentile	7
Maximum	46.2
Range	46.2
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	2.235681326
Coefficient of variation (CV)	0.7720707749
Kurtosis	17.1260076
Mean	2.895694798
Median Absolute Deviation (MAD)	1.2
Skewness	2.472708748
Sum	69412.7
Variance	4.998270993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.4	1231	2.8%
1.2	1223	2.8%
1	1218	2.7%
1.8	1214	2.7%
2	1192	2.7%
1.6	1185	2.7%
2.2	1136	2.6%
0.8	1092	2.5%
4	1047	2.4%
2.4	959	2.2%
Other values (129)	12474	28.1%
(Missing)	20430	46.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	179	0.4%
0.1	12	< 0.1%
0.2	397	0.9%
0.3	5	< 0.1%
0.4	613	1.4%
0.5	12	< 0.1%
0.6	898	2.0%
0.7	20	< 0.1%
0.8	1092	2.5%
0.9	23	0.1%

Value	Count	Frequency (%)
46.2	1	< 0.1%
28.6	2	< 0.1%
28.4	2	< 0.1%
27.8	2	< 0.1%
26.4	2	< 0.1%
24.8	2	< 0.1%
24.2	1	< 0.1%
24	1	< 0.1%
23.4	1	< 0.1%
20.6	3	< 0.1%

sunshine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	117
Distinct (%)	0.6%
Missing	23421
Missing (%)	52.7%
Infinite	0
Infinite (%)	0.0%
Mean	6.030910391

Minimum	0
Maximum	11.8
Zeros	885
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	3.3
median	6.6
Q3	9
95-th percentile	10.5
Maximum	11.8
Range	11.8
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	3.32775756
Coefficient of variation (CV)	0.5517836188
Kurtosis	-1.12350937
Mean	6.030910391
Median Absolute Deviation (MAD)	2.7
Skewness	-0.3547066031
Sum	126528.5
Variance	11.07397038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	885	2.0%
9.2	413	0.9%
9.1	380	0.9%
9.4	371	0.8%
9.8	351	0.8%
9.5	323	0.7%
9.7	322	0.7%
9.3	313	0.7%
9	303	0.7%
9.9	297	0.7%
Other values (107)	17022	38.3%
(Missing)	23421	52.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	885	2.0%
0.1	234	0.5%
0.2	240	0.5%
0.3	157	0.4%
0.4	130	0.3%
0.5	104	0.2%
0.6	116	0.3%
0.7	143	0.3%
0.8	136	0.3%
0.9	119	0.3%

Value	Count	Frequency (%)
11.8	1	< 0.1%
11.5	1	< 0.1%
11.4	2	< 0.1%
11.3	10	< 0.1%
11.2	48	0.1%
11.1	88	0.2%
11	132	0.3%
10.9	157	0.4%
10.8	137	0.3%
10.7	158	0.4%

humidity9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	93
Distinct (%)	0.2%
Missing	612
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	77.19326772

Minimum	5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	5
5-th percentile	47
Q1	66
median	79
Q3	92
95-th percentile	99
Maximum	100
Range	95
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	16.85607278
Coefficient of variation (CV)	0.2183619541
Kurtosis	-0.1877288245
Mean	77.19326772
Median Absolute Deviation (MAD)	13
Skewness	-0.6071529902
Sum	3380216
Variance	284.1271895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	2239	5.0%
100	1906	4.3%
98	1215	2.7%
97	1094	2.5%
93	939	2.1%
82	926	2.1%
87	923	2.1%
76	921	2.1%
96	920	2.1%
84	915	2.1%
Other values (83)	31791	71.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
8	2	< 0.1%
10	3	< 0.1%
12	2	< 0.1%
13	3	< 0.1%
14	3	< 0.1%
15	5	< 0.1%
16	6	< 0.1%
17	5	< 0.1%

Value	Count	Frequency (%)
100	1906	4.3%
99	2239	5.0%
98	1215	2.7%
97	1094	2.5%
96	920	2.1%
95	867	2.0%
94	877	2.0%
93	939	2.1%
92	912	2.1%
91	876	2.0%

humidity3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	99
Distinct (%)	0.2%
Missing	1414
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	57.97259637

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	1
5-th percentile	28
Q1	45
median	58
Q3	70
95-th percentile	91
Maximum	100
Range	99
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	18.6172564
Coefficient of variation (CV)	0.32113891
Kurtosis	-0.4367693547
Mean	57.97259637
Median Absolute Deviation (MAD)	13
Skewness	0.09037788147
Sum	2492068
Variance	346.602236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57	954	2.1%
59	953	2.1%
53	936	2.1%
58	924	2.1%
52	920	2.1%
55	908	2.0%
50	907	2.0%
61	896	2.0%
64	887	2.0%
63	884	2.0%
Other values (89)	33818	76.2%
(Missing)	1414	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
7	12	< 0.1%
8	7	< 0.1%
9	11	< 0.1%
10	15	< 0.1%
11	24	0.1%

Value	Count	Frequency (%)
100	214	0.5%
99	198	0.4%
98	266	0.6%
97	200	0.5%
96	215	0.5%
95	204	0.5%
94	260	0.6%
93	236	0.5%
92	282	0.6%
91	257	0.6%

pressure9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	502
Distinct (%)	1.3%
Missing	4382
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	1020.791861

Minimum	980.5
Maximum	1040.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	980.5
5-th percentile	1007.3
Q1	1016.2
median	1021.1
Q3	1026
95-th percentile	1032.3
Maximum	1040.5
Range	60
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	7.496990449
Coefficient of variation (CV)	0.00734428901
Kurtosis	0.5823264222
Mean	1020.791861
Median Absolute Deviation (MAD)	4.9
Skewness	-0.4789726317
Sum	40851069.5
Variance	56.20486579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1019.6	263	0.6%
1017.9	256	0.6%
1017.7	248	0.6%
1021.1	246	0.6%
1021.7	244	0.5%
1019.8	241	0.5%
1018	239	0.5%
1018.6	237	0.5%
1023.2	236	0.5%
1019.9	234	0.5%
Other values (492)	37575	84.6%
(Missing)	4382	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
980.5	1	< 0.1%
982.2	2	< 0.1%
983.7	1	< 0.1%
983.9	2	< 0.1%
984.4	2	< 0.1%
986.6	1	< 0.1%
987.2	2	< 0.1%
987.9	1	< 0.1%
988.1	3	< 0.1%
988.2	1	< 0.1%

Value	Count	Frequency (%)
1040.5	1	< 0.1%
1040.4	2	< 0.1%
1040.3	4	< 0.1%
1040.2	2	< 0.1%
1040.1	4	< 0.1%
1039.9	2	< 0.1%
1039.7	1	< 0.1%
1039.5	1	< 0.1%
1039.4	1	< 0.1%
1039.3	1	< 0.1%

pressure3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	498
Distinct (%)	1.2%
Missing	4372
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	1018.380578

Minimum	977.1
Maximum	1039.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	977.1
5-th percentile	1005.7
Q1	1013.7
median	1018.7
Q3	1023.6
95-th percentile	1029.9
Maximum	1039.6
Range	62.5
Interquartile range (IQR)	9.9

Descriptive statistics

Standard deviation	7.392417059
Coefficient of variation (CV)	0.007258992579
Kurtosis	0.4076772364
Mean	1018.380578
Median Absolute Deviation (MAD)	4.9
Skewness	-0.39183573
Sum	40764756.16
Variance	54.64782997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1020.3	258	0.6%
1017.4	248	0.6%
1020.8	247	0.6%
1018.7	238	0.5%
1020.4	236	0.5%
1018.1	236	0.5%
1018.4	235	0.5%
1020.7	232	0.5%
1018.5	231	0.5%
1019.2	229	0.5%
Other values (488)	37639	84.8%
(Missing)	4372	9.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
977.1	2	< 0.1%
978.2	2	< 0.1%
979	1	< 0.1%
981.4	1	< 0.1%
982.2	1	< 0.1%
986.1	2	< 0.1%
986.5	2	< 0.1%
987.3	2	< 0.1%
987.4	1	< 0.1%
987.6	1	< 0.1%

Value	Count	Frequency (%)
1039.6	1	< 0.1%
1038.9	1	< 0.1%
1038.4	1	< 0.1%
1037.8	1	< 0.1%
1037.6	1	< 0.1%
1037.5	1	< 0.1%
1037.3	1	< 0.1%
1037.2	1	< 0.1%
1037.1	1	< 0.1%
1037	2	< 0.1%

cloud9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	16858
Missing (%)	38.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.626729114

Minimum	0
Maximum	9
Zeros	2315
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.907284926
Coefficient of variation (CV)	0.6283672233
Kurtosis	-1.521099761
Mean	4.626729114
Median Absolute Deviation (MAD)	2
Skewness	-0.306577426
Sum	127434
Variance	8.452305643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	6207	14.0%
8	5390	12.1%
1	4862	11.0%
6	2417	5.4%
0	2315	5.2%
2	1944	4.4%
3	1633	3.7%
5	1609	3.6%
4	1165	2.6%
9	1	< 0.1%
(Missing)	16858	38.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2315	5.2%
1	4862	11.0%
2	1944	4.4%
3	1633	3.7%
4	1165	2.6%
5	1609	3.6%
6	2417	5.4%
7	6207	14.0%
8	5390	12.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	5390	12.1%
7	6207	14.0%
6	2417	5.4%
5	1609	3.6%
4	1165	2.6%
3	1633	3.7%
2	1944	4.4%
1	4862	11.0%
0	2315	5.2%

cloud3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	18215
Missing (%)	41.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.842816772

Minimum	0
Maximum	8
Zeros	1172
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	6
Q3	7
95-th percentile	8
Maximum	8
Range	8
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.688052576
Coefficient of variation (CV)	0.5550597312
Kurtosis	-1.338292685
Mean	4.842816772
Median Absolute Deviation (MAD)	2
Skewness	-0.4027374633
Sum	126814
Variance	7.22562665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
7	6105	13.7%
8	4700	10.6%
1	3982	9.0%
6	2774	6.2%
2	2015	4.5%
5	1992	4.5%
3	1921	4.3%
4	1525	3.4%
0	1172	2.6%
(Missing)	18215	41.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1172	2.6%
1	3982	9.0%
2	2015	4.5%
3	1921	4.3%
4	1525	3.4%
5	1992	4.5%
6	2774	6.2%
7	6105	13.7%
8	4700	10.6%

Value	Count	Frequency (%)
8	4700	10.6%
7	6105	13.7%
6	2774	6.2%
5	1992	4.5%
4	1525	3.4%
3	1921	4.3%
2	2015	4.5%
1	3982	9.0%
0	1172	2.6%

temp9am
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	349
Distinct (%)	0.8%
Missing	253
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	12.33274894

Minimum	-7.2
Maximum	31.1
Zeros	25
Zeros (%)	0.1%
Negative	313
Negative (%)	0.7%
Memory size	347.0 KiB

Quantile statistics

Minimum	-7.2
5-th percentile	4.2
Q1	8.9
median	11.9
Q3	15.4
95-th percentile	22.5
Maximum	31.1
Range	38.3
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.318847579
Coefficient of variation (CV)	0.4312783473
Kurtosis	0.3862451478
Mean	12.33274894
Median Absolute Deviation (MAD)	3.2
Skewness	0.3641800356
Sum	544466.2
Variance	28.29013957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	434	1.0%
11.5	421	0.9%
11.2	412	0.9%
12.5	401	0.9%
12	399	0.9%
12.4	396	0.9%
10	395	0.9%
11	394	0.9%
10.8	393	0.9%
13.8	392	0.9%
Other values (339)	40111	90.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.2	2	< 0.1%
-7	2	< 0.1%
-6.2	1	< 0.1%
-5.9	1	< 0.1%
-5.6	3	< 0.1%
-5.5	1	< 0.1%
-5.3	1	< 0.1%
-5.2	5	< 0.1%
-4.5	3	< 0.1%
-4.3	3	< 0.1%

Value	Count	Frequency (%)
31.1	1	< 0.1%
30	5	< 0.1%
29.9	2	< 0.1%
29.7	4	< 0.1%
29.5	1	< 0.1%
29.4	3	< 0.1%
29.2	2	< 0.1%
29.1	9	< 0.1%
29	14	< 0.1%
28.9	2	< 0.1%

temp3pm
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	392
Distinct (%)	0.9%
Missing	1062
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	16.99877939

Minimum	-5.4
Maximum	36
Zeros	9
Zeros (%)	< 0.1%
Negative	134
Negative (%)	0.3%
Memory size	347.0 KiB

Quantile statistics

Minimum	-5.4
5-th percentile	9.8
Q1	13.6
median	16.6
Q3	19.8
95-th percentile	26.5
Maximum	36
Range	41.4
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	5.211278326
Coefficient of variation (CV)	0.3065677956
Kurtosis	1.060845168
Mean	16.99877939
Median Absolute Deviation (MAD)	3.1
Skewness	0.3321633636
Sum	736710.1
Variance	27.15742179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	424	1.0%
17.8	413	0.9%
15.8	404	0.9%
16.7	401	0.9%
16.4	400	0.9%
17.4	396	0.9%
17	394	0.9%
15.5	391	0.9%
16.6	391	0.9%
14	389	0.9%
Other values (382)	39336	88.6%
(Missing)	1062	2.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.4	2	< 0.1%
-5.1	1	< 0.1%
-4.2	2	< 0.1%
-4.1	1	< 0.1%
-3.9	2	< 0.1%
-3.8	2	< 0.1%
-3.7	3	< 0.1%
-3.5	4	< 0.1%
-3.2	4	< 0.1%
-3.1	2	< 0.1%

Value	Count	Frequency (%)
36	3	< 0.1%
35.5	2	< 0.1%
35.2	1	< 0.1%
35	1	< 0.1%
34.9	1	< 0.1%
34.8	1	< 0.1%
34.6	3	< 0.1%
34.5	5	< 0.1%
34.4	5	< 0.1%
34.3	3	< 0.1%

raintoday
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	415
Missing (%)	0.9%
Memory size	347.0 KiB

0.0	32979
1.0	11007

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	131958
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	32979	74.3%
1.0	11007	24.8%
(Missing)	415	0.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	32979	75.0%
1.0	11007	25.0%

Most occurring characters

Value	Count	Frequency (%)
0	76965	58.3%
.	43986	33.3%
1	11007	8.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	87972	66.7%
Other Punctuation	43986	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	76965	87.5%
1	11007	12.5%

Other Punctuation

Value	Count	Frequency (%)
.	43986	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	131958	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	76965	58.3%
.	43986	33.3%
1	11007	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	131958	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	76965	58.3%
.	43986	33.3%
1	11007	8.3%

raintomorrow
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	347.0 KiB

0	33269
1	11132

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44401
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	33269	74.9%
1	11132	25.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	33269	74.9%
1	11132	25.1%

Most occurring characters

Value	Count	Frequency (%)
0	33269	74.9%
1	11132	25.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	44401	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	33269	74.9%
1	11132	25.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	44401	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	33269	74.9%
1	11132	25.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44401	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	33269	74.9%
1	11132	25.1%

temp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2305
Distinct (%)	5.2%
Missing	99
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	22.76070326

Minimum	-3.76
Maximum	46.4
Zeros	0
Zeros (%)	0.0%
Negative	23
Negative (%)	0.1%
Memory size	347.0 KiB

Quantile statistics

Minimum	-3.76
5-th percentile	2.904282858
Q1	19.04
median	22.88
Q3	26.96
95-th percentile	35.6
Maximum	46.4
Range	50.16
Interquartile range (IQR)	7.92

Descriptive statistics

Standard deviation	7.797817645
Coefficient of variation (CV)	0.3426000311
Kurtosis	1.267558198
Mean	22.76070326
Median Absolute Deviation (MAD)	3.84
Skewness	-0.4255213361
Sum	1008344.676
Variance	60.80596002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.4	415	0.9%
21.32	403	0.9%
22.88	396	0.9%
22.76	388	0.9%
22.28	386	0.9%
19.76	386	0.9%
23.84	384	0.9%
23.12	378	0.9%
20.84	374	0.8%
22.16	373	0.8%
Other values (2295)	40419	91.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.76	2	< 0.1%
-1.84	1	< 0.1%
-1.72	1	< 0.1%
-1.6	2	< 0.1%
-1.48	1	< 0.1%
-1.24	1	< 0.1%
-1	2	< 0.1%
-0.64	4	< 0.1%
-0.52	2	< 0.1%
-0.4	1	< 0.1%

Value	Count	Frequency (%)
46.4	1	< 0.1%
45.92	2	< 0.1%
45.8	8	< 0.1%
45.68	1	< 0.1%
45.44	1	< 0.1%
45.32	3	< 0.1%
45.2	2	< 0.1%
45.08	2	< 0.1%
44.96	2	< 0.1%
44.84	2	< 0.1%

humidity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1170
Distinct (%)	2.7%
Missing	1414
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	69.51903937

Minimum	2.001065311
Maximum	122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	2.001065311
5-th percentile	28.4
Q1	53.6
median	70.4
Q3	86
95-th percentile	111.2
Maximum	122
Range	119.9989347
Interquartile range (IQR)	32.4

Descriptive statistics

Standard deviation	24.8582184
Coefficient of variation (CV)	0.3575742505
Kurtosis	0.1907381643
Mean	69.51903937
Median Absolute Deviation (MAD)	15.6
Skewness	-0.3110449355
Sum	2988414.945
Variance	617.931022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.4	929	2.1%
72.8	923	2.1%
65.6	906	2.0%
71.6	897	2.0%
62	888	2.0%
64.4	882	2.0%
68	880	2.0%
75.2	871	2.0%
78.8	864	1.9%
77.6	860	1.9%
Other values (1160)	34087	76.8%
(Missing)	1414	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.001065311	1	< 0.1%
2.002153435	1	< 0.1%
2.004509528	1	< 0.1%
2.004568792	1	< 0.1%
2.006380773	1	< 0.1%
2.006398734	1	< 0.1%
2.008620143	1	< 0.1%
2.012439848	1	< 0.1%
2.016258894	1	< 0.1%
2.017116752	1	< 0.1%

Value	Count	Frequency (%)
122	205	0.5%
120.8	193	0.4%
119.6	259	0.6%
118.4	197	0.4%
117.2	206	0.5%
116	195	0.4%
114.8	244	0.5%
113.6	231	0.5%
112.4	274	0.6%
111.2	245	0.6%

precipitation3pm
Real number (ℝ_≥0)

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.02119322

Minimum	0
Maximum	26
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	12
95-th percentile	15
Maximum	26
Range	26
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.171604935
Coefficient of variation (CV)	0.3164897499
Kurtosis	0.07693543456
Mean	10.02119322
Median Absolute Deviation (MAD)	2
Skewness	0.3104275011
Sum	444951
Variance	10.05907786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
10	5600	12.6%
9	5475	12.3%
11	4969	11.2%
8	4917	11.1%
12	4213	9.5%
7	4062	9.1%
13	3271	7.4%
6	2808	6.3%
14	2378	5.4%
5	1642	3.7%
Other values (16)	5066	11.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	20	< 0.1%
2	99	0.2%
3	340	0.8%
4	828	1.9%
5	1642	3.7%
6	2808	6.3%
7	4062	9.1%
8	4917	11.1%
9	5475	12.3%

Value	Count	Frequency (%)
26	1	< 0.1%
24	2	< 0.1%
23	12	< 0.1%
22	17	< 0.1%
21	44	0.1%
20	78	0.2%
19	180	0.4%
18	307	0.7%
17	551	1.2%
16	987	2.2%

precipitation9am
Real number (ℝ)

Distinct	37223
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.01084637

Minimum	-17.73934574
Maximum	32.2100807
Zeros	0
Zeros (%)	0.0%
Negative	1039
Negative (%)	2.3%
Memory size	347.0 KiB

Quantile statistics

Minimum	-17.73934574
5-th percentile	1.753604315
Q1	6.691665085
median	10.01263219
Q3	13.4110567
95-th percentile	18.19847592
Maximum	32.2100807
Range	49.94942644
Interquartile range (IQR)	6.719391614

Descriptive statistics

Standard deviation	5.004913819
Coefficient of variation (CV)	0.4999491184
Kurtosis	0.02368626227
Mean	10.01084637
Median Absolute Deviation (MAD)	3.357857044
Skewness	-0.01732997515
Sum	444491.5899
Variance	25.04916234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.599600489	2	< 0.1%
7.162003209	2	< 0.1%
8.694159187	2	< 0.1%
13.47945287	2	< 0.1%
9.447972955	2	< 0.1%
7.443632391	2	< 0.1%
1.814721423	2	< 0.1%
5.350171231	2	< 0.1%
12.55021867	2	< 0.1%
-1.934758281	2	< 0.1%
Other values (37213)	44381	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.73934574	1	< 0.1%
-10.30285651	1	< 0.1%
-9.210955942	1	< 0.1%
-9.132554877	2	< 0.1%
-8.235112087	1	< 0.1%
-7.95628945	1	< 0.1%
-7.39446244	1	< 0.1%
-7.360476026	2	< 0.1%
-7.10921679	1	< 0.1%
-7.028191038	1	< 0.1%

Value	Count	Frequency (%)
32.2100807	1	< 0.1%
30.24384488	2	< 0.1%
27.82159467	1	< 0.1%
27.78412526	1	< 0.1%
27.6485963	1	< 0.1%
27.60139413	1	< 0.1%
27.45035896	2	< 0.1%
27.34800943	2	< 0.1%
27.32635392	1	< 0.1%
26.72700189	1	< 0.1%

wind_gustdir
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.424157114

Minimum	0
Maximum	16
Zeros	2431
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	173.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	13
95-th percentile	16
Maximum	16
Range	16
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	4.931994391
Coefficient of variation (CV)	0.5854585004
Kurtosis	-1.24967899
Mean	8.424157114
Median Absolute Deviation (MAD)	5
Skewness	-0.109888415
Sum	374041
Variance	24.32456867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
3	3819	8.6%
13	3819	8.6%
14	3191	7.2%
7	3070	6.9%
15	2857	6.4%
16	2785	6.3%
12	2706	6.1%
6	2669	6.0%
11	2463	5.5%
0	2431	5.5%
Other values (7)	14591	32.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2431	5.5%
1	1991	4.5%
2	2038	4.6%
3	3819	8.6%
4	1784	4.0%
5	2073	4.7%
6	2669	6.0%
7	3070	6.9%
8	2358	5.3%
9	2123	4.8%

Value	Count	Frequency (%)
16	2785	6.3%
15	2857	6.4%
14	3191	7.2%
13	3819	8.6%
12	2706	6.1%
11	2463	5.5%
10	2224	5.0%
9	2123	4.8%
8	2358	5.3%
7	3070	6.9%

wind_gustspeed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	60
Distinct (%)	0.1%
Missing	2755
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.36421265

Minimum	6
Maximum	117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	6
5-th percentile	17
Q1	26
median	33
Q3	44
95-th percentile	65
Maximum	117
Range	111
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	14.63166988
Coefficient of variation (CV)	0.4023645451
Kurtosis	1.15531716
Mean	36.36421265
Median Absolute Deviation (MAD)	9
Skewness	0.9223271178
Sum	1514424
Variance	214.0857635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	2431	5.5%
28	2382	5.4%
35	2358	5.3%
30	2337	5.3%
33	2112	4.8%
39	2096	4.7%
26	2094	4.7%
24	2066	4.7%
37	1952	4.4%
20	1796	4.0%
Other values (50)	20022	45.1%
(Missing)	2755	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	17	< 0.1%
9	95	0.2%
11	187	0.4%
13	522	1.2%
15	789	1.8%
17	1153	2.6%
19	1282	2.9%
20	1796	4.0%
22	1564	3.5%

Value	Count	Frequency (%)
117	1	< 0.1%
113	3	< 0.1%
111	3	< 0.1%
109	1	< 0.1%
107	7	< 0.1%
106	5	< 0.1%
104	5	< 0.1%
102	10	< 0.1%
100	8	< 0.1%
98	19	< 0.1%

wind_dir9am
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.60449089

Minimum	0
Maximum	16
Zeros	2017
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	173.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	8
Q3	13
95-th percentile	16
Maximum	16
Range	16
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.023112044
Coefficient of variation (CV)	0.583777949
Kurtosis	-1.277941985
Mean	8.60449089
Median Absolute Deviation (MAD)	5
Skewness	-0.04038350689
Sum	382048
Variance	25.23165461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
16	4934	11.1%
3	4154	9.4%
7	3557	8.0%
13	3186	7.2%
14	2924	6.6%
6	2806	6.3%
12	2763	6.2%
5	2386	5.4%
15	2287	5.2%
8	2043	4.6%
Other values (7)	13361	30.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2017	4.5%
1	1774	4.0%
2	1811	4.1%
3	4154	9.4%
4	2001	4.5%
5	2386	5.4%
6	2806	6.3%
7	3557	8.0%
8	2043	4.6%
9	1998	4.5%

Value	Count	Frequency (%)
16	4934	11.1%
15	2287	5.2%
14	2924	6.6%
13	3186	7.2%
12	2763	6.2%
11	1836	4.1%
10	1924	4.3%
9	1998	4.5%
8	2043	4.6%
7	3557	8.0%

wind_dir3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.235557758

Minimum	0
Maximum	16
Zeros	2241
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	173.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	13
95-th percentile	15
Maximum	16
Range	16
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	4.740821624
Coefficient of variation (CV)	0.5756527686
Kurtosis	-1.185752167
Mean	8.235557758
Median Absolute Deviation (MAD)	4
Skewness	-0.08826323231
Sum	365667
Variance	22.47538967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
13	3529	7.9%
3	3506	7.9%
14	3208	7.2%
7	3166	7.1%
6	3039	6.8%
15	2874	6.5%
8	2768	6.2%
12	2668	6.0%
11	2615	5.9%
9	2570	5.8%
Other values (7)	14458	32.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2241	5.0%
1	1969	4.4%
2	2180	4.9%
3	3506	7.9%
4	1995	4.5%
5	2034	4.6%
6	3039	6.8%
7	3166	7.1%
8	2768	6.2%
9	2570	5.8%

Value	Count	Frequency (%)
16	1655	3.7%
15	2874	6.5%
14	3208	7.2%
13	3529	7.9%
12	2668	6.0%
11	2615	5.9%
10	2384	5.4%
9	2570	5.8%
8	2768	6.2%
7	3166	7.1%

wind_speed9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37
Distinct (%)	0.1%
Missing	298
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	12.5047049

Minimum	0
Maximum	74
Zeros	4608
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	11
Q3	17
95-th percentile	28
Maximum	74
Range	74
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.868374187
Coefficient of variation (CV)	0.7092029969
Kurtosis	1.336508295
Mean	12.5047049
Median Absolute Deviation (MAD)	6
Skewness	0.872939925
Sum	551495
Variance	78.64806072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	4608	10.4%
9	4310	9.7%
13	3943	8.9%
11	3749	8.4%
7	3613	8.1%
6	3049	6.9%
15	3017	6.8%
17	3012	6.8%
19	2330	5.2%
4	2104	4.7%
Other values (27)	10368	23.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4608	10.4%
2	1747	3.9%
4	2104	4.7%
6	3049	6.9%
7	3613	8.1%
9	4310	9.7%
11	3749	8.4%
13	3943	8.9%
15	3017	6.8%
17	3012	6.8%

Value	Count	Frequency (%)
74	2	< 0.1%
67	3	< 0.1%
65	4	< 0.1%
63	1	< 0.1%
61	1	< 0.1%
57	5	< 0.1%
56	20	< 0.1%
54	16	< 0.1%
52	13	< 0.1%
50	31	0.1%

wind_speed3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	40
Distinct (%)	0.1%
Missing	867
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.5029632

Minimum	0
Maximum	87
Zeros	762
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	347.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	9
median	15
Q3	22
95-th percentile	31
Maximum	87
Range	87
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.768048213
Coefficient of variation (CV)	0.531301446
Kurtosis	1.042727792
Mean	16.5029632
Median Absolute Deviation (MAD)	6
Skewness	0.7491512514
Sum	718440
Variance	76.87866946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
13	4309	9.7%
9	3813	8.6%
17	3794	8.5%
11	3599	8.1%
15	3592	8.1%
20	3099	7.0%
19	3015	6.8%
7	2615	5.9%
24	2119	4.8%
22	2117	4.8%
Other values (30)	11462	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	762	1.7%
2	659	1.5%
4	1171	2.6%
6	1908	4.3%
7	2615	5.9%
9	3813	8.6%
11	3599	8.1%
13	4309	9.7%
15	3592	8.1%
17	3794	8.5%

Value	Count	Frequency (%)
87	1	< 0.1%
83	1	< 0.1%
72	1	< 0.1%
69	1	< 0.1%
65	1	< 0.1%
63	6	< 0.1%
61	6	< 0.1%
59	2	< 0.1%
57	8	< 0.1%
56	14	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	date	location	mintemp	maxtemp	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	temp	humidity	precipitation3pm	precipitation9am	wind_gustdir	wind_gustspeed	wind_dir9am	wind_dir3pm	wind_speed9am	wind_speed3pm
0	150	2009-05-01	Albury	1.8	17.0	NaN	NaN	77.0	44.0	1026.0	1023.2	NaN	NaN	7.2	16.3	22.400000	54.8	6	18.280679	12	19.0	16	15	0.0	7.0
1	151	2009-05-02	Albury	7.2	19.2	NaN	NaN	81.0	49.0	1026.9	1024.0	8.0	4.0	10.1	19.1	25.040000	60.8	12	10.351155	12	22.0	1	13	7.0	6.0
2	152	2009-05-03	Albury	4.6	18.9	NaN	NaN	75.0	51.0	1028.7	1025.9	NaN	NaN	10.6	18.5	24.680000	63.2	12	11.468518	8	15.0	3	10	4.0	7.0
3	153	2009-05-04	Albury	4.2	19.1	NaN	NaN	86.0	44.0	1029.8	1027.3	NaN	NaN	9.6	18.8	2.733304	54.8	18	8.019610	13	19.0	1	15	6.0	13.0
4	154	2009-05-05	Albury	5.2	18.8	NaN	NaN	71.0	47.0	1031.4	1028.1	NaN	NaN	10.3	18.4	24.560000	58.4	7	7.733560	2	15.0	16	9	0.0	7.0
5	155	2009-05-06	Albury	4.1	19.3	NaN	NaN	82.0	49.0	1028.5	1024.6	NaN	NaN	10.0	19.2	25.160000	60.8	21	9.638515	12	20.0	1	14	6.0	7.0
6	156	2009-05-07	Albury	3.2	18.4	NaN	NaN	86.0	49.0	1026.2	1023.6	NaN	NaN	8.3	18.2	24.080000	60.8	5	5.213841	12	20.0	9	14	6.0	11.0
7	157	2009-05-08	Albury	4.3	19.0	NaN	NaN	68.0	36.0	1028.8	1025.8	NaN	NaN	11.0	18.5	24.800000	45.2	15	17.720085	13	15.0	16	13	0.0	9.0
8	158	2009-05-09	Albury	3.7	20.5	NaN	NaN	78.0	45.0	1026.0	1021.8	NaN	NaN	9.4	20.2	26.600000	56.0	14	4.221305	13	17.0	16	15	0.0	7.0
9	159	2009-05-10	Albury	5.4	19.5	NaN	NaN	69.0	40.0	1025.1	1022.3	NaN	NaN	11.7	19.1	25.400000	50.0	14	16.083703	9	17.0	16	9	0.0	7.0

Last rows

	df_index	date	location	mintemp	maxtemp	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	temp	humidity	precipitation3pm	precipitation9am	wind_gustdir	wind_gustspeed	wind_dir9am	wind_dir3pm	wind_speed9am	wind_speed3pm
44391	164376	2017-06-20	Uluru	3.5	21.8	NaN	NaN	59.0	27.0	1024.7	1021.2	NaN	NaN	9.4	20.9	28.16	34.4	12	5.848681	0	31.0	2	0	15.0	13.0
44392	164377	2017-06-20	Uluru	3.5	21.8	NaN	NaN	59.0	27.0	1024.7	1021.2	NaN	NaN	9.4	20.9	28.16	34.4	12	5.848681	0	31.0	2	0	15.0	13.0
44393	164378	2017-06-21	Uluru	2.8	23.4	NaN	NaN	51.0	24.0	1024.6	1020.3	NaN	NaN	10.1	22.4	30.08	30.8	10	6.653879	0	31.0	9	1	13.0	11.0
44394	164379	2017-06-21	Uluru	2.8	23.4	NaN	NaN	51.0	24.0	1024.6	1020.3	NaN	NaN	10.1	22.4	30.08	30.8	10	6.653879	0	31.0	9	1	13.0	11.0
44395	164380	2017-06-22	Uluru	3.6	25.3	NaN	NaN	56.0	21.0	1023.5	1019.1	NaN	NaN	10.9	24.5	32.36	27.2	9	19.715976	6	22.0	9	3	13.0	9.0
44396	164381	2017-06-22	Uluru	3.6	25.3	NaN	NaN	56.0	21.0	1023.5	1019.1	NaN	NaN	10.9	24.5	32.36	27.2	9	19.715976	6	22.0	9	3	13.0	9.0
44397	164382	2017-06-23	Uluru	5.4	26.9	NaN	NaN	53.0	24.0	1021.0	1016.8	NaN	NaN	12.5	26.1	34.28	30.8	12	0.985551	3	37.0	9	14	9.0	9.0
44398	164383	2017-06-23	Uluru	5.4	26.9	NaN	NaN	53.0	24.0	1021.0	1016.8	NaN	NaN	12.5	26.1	34.28	30.8	12	0.985551	3	37.0	9	14	9.0	9.0
44399	164384	2017-06-24	Uluru	7.8	27.0	NaN	NaN	51.0	24.0	1019.4	1016.5	3.0	2.0	15.1	26.0	34.40	30.8	15	4.381481	9	28.0	10	3	13.0	7.0
44400	164385	2017-06-24	Uluru	7.8	27.0	NaN	NaN	51.0	24.0	1019.4	1016.5	3.0	2.0	15.1	26.0	34.40	30.8	15	4.381481	9	28.0	10	3	13.0	7.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows